Archive for March, 2009

Precision Pricing: Measuring Consumers’ Willingness to Pay Accurately

March 18, 2009

Setting the “right” price is one of the key marketing tasks that drive a firm’s performance: appropriate prices are essential for the success of new and existing products. Even small price variations can have a major impact on sales and profitability (Marn, Roegner, and Zawada 2004). As a firm’s pricing decisions are often based on consumer demand (Monroe 2003), it is crucial to gauge demand as precisely as possible. A popular approach to determine demand for consumer goods in both marketing academia and practice is the elicitation of consumers’ willingness to pay (WTP).

Various approaches to elicit consumers’ WTP exist. These approaches can be categorized into four groups: non-incentive-aligned direct approaches (e.g., direct questioning), non-incentive-aligned indirect approaches (e.g., conjoint analysis), incentive-aligned direct approaches (e.g., the BDM-mechanism), or incentive-aligned indirect approaches (e.g., incentive-aligned conjoint analysis). All these approaches pose promising ways to elicit consumers’ WTP, but have their specific disadvantages. This makes it difficult for market researchers to correctly choose among these methods. Up to date, only little research exists that provides guidance to the market researcher to select the right method for his or her business problem. Further, some of these approaches tend to yield biased measures of consumers’ WTP. Even though such biases have been widely discussed in the literature (i.e., the hypothetical bias), little literature exists on how to reduce or remove such biases.

In our dissertation project, we contribute to marketing theory and practice by providing new insights that help to answer the following two research questions:

1. Which methods to elicit consumers’ WTP are capable of measuring true demand for consumer goods and can guide marketing managers to optimal pricing decisions?

2. How can biases that occur when measuring consumers’ WTP be reduced?

We examine these two research questions in several distinct articles that, altogether, form our dissertation.

In total, we conducted three pretest studies and four large-scale empirical studies among more than 4,500 respondents. Concerning the first research question, we compare direct measurement, choice-based conjoint, the BDM-mechanism, and incentive aligned-conjoint to real purchase data stemming from an online shop. Concerning the second research question, we focus on the improvement of the direct measurement approach, which is widely used in business practice, and present three different ways to reduce measurement bias.

We find that incentive-aligned methods clearly outperform non-incentive aligned methods, as WTP data stemming from the BDM-mechanism and incentive-aligned conjoint analysis are not statistically different from real purchase data in terms of their resulting mean, their distribution, and the outcome of a pricing decision that is based on this data.

All three presented improvement approaches are capable of reducing or even completely removing the measurement bias. Hence, we recommend marketing managers to apply incentive aligned methods, whenever possible. When WTP cannot be measured incentive-aligned (i.e., in the case of product innovations), marketing managers are advised to use one of the presented improvement approaches to reduce or remove a possible measurement bias.

Our dissertation will soon be available in print.

Three new conference papers

March 11, 2009

We will present three new papers on measuring consumers’ willingness to pay accurately at two conferences this summer.

The papers Who Should We Ask When Measuring Consumers’ Willingness to Pay for Product Innovations and The Suitability of WTP Measurement Approaches for Pricing Decision Making will be presented at the Summer Educators’ Conference of the American Marketing Association (AMA) in Chicago and at the European Marketing Academy Conference (EMAC) in Nantes.

In addtion, we will present our paper on Improving the direct estimation of demand by adjusting for incorrect price-statements at the EMAC in May.

We hope to see you there and are looking forward to a fruitful discussion.

Improving the direct estimation of demand by adjusting for incorrect price-statements

March 11, 2009

We develop a new approach to measure consumers’ willingness to pay (WTP) as a basis for demand estimation that combines the traditional open-ended question format with a price concept selection task and learning tasks for consumers. Based on a conceptual discussion, in an empirical study among 781 consumers, we show that our new approach for measuring consumers’ WTP directly is able to significantly increase the validity of the WTP results.

Who Should We Ask When Measuring Consumers’ Willingness to Pay for Product Innovations

March 11, 2009

Exact measurement of consumers’ willingness to pay is essential for pricing product innovations. In this case, market researches often rely on hypothetical approaches to gauge consumer demand. These methods are known to be considerably biased. Up to date, there is no convincing approach to eliminate these biases. In this paper, we will address this research deficit and present a simple way to eliminate biases in hypothetical pricing surveys. Our findings guide market researches to identify a specific group of respondents with unique characteristics that enable them to reveal their true price preferences for product innovations. By doing so, we aid market researchers to gain valid forecasts of consumer demand for product innovations.

The Suitability of WTP Measurement Approaches for Pricing Decision Making

March 11, 2009

A precise knowledge of consumers’ willingness to pay (WTP) is instrumental for pricing decision making. Market researchers can choose among a variety of methods to determine WTP. However, prior literature provides little guidance on the choice of the appropriate measurement instrument. In our study among 1,124 consumers, we address this research deficit and assess four state-of-the-art approaches to measure consumers’ WTP with regard to their external validity and suitability for pricing decision making. Specifically, we compare the open-ended question format, conjoint analysis, the BDM mechanism, incentive-aligned conjoint-analysis, and real purchase data. Our results can guide market researchers to select an appropriate WTP measurement approach for their business decisions (e.g., setting the profit-maximizing price).

CBC2WTP Tool is Online

March 7, 2009

As many readers have requested further information on the calculation of willingness to pay based on conjoint data, we have decided to make our little calculation tool freely available. Check it out here:

Choice Based Conjoint to Willingness to Pay Converter Tool

The tool is free and available as a beta version (v.1.1). Please leave a comment in case of any errors or questions.


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Author: Reto Hofstetter

Free Economics

March 6, 2009

Cool article on pricing for free in the Knowledge@Wharton Series. And another one in the Wall Street Journal There is also a conference coming up on the issue. Chris Anderson will be keynoting. Interesting to see how the concept of free economics evolves. There will sure be more to come…

About the author: Klaus Miller

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